Scientific Benchmark

Languages & Libraries

Rust

• Peroxide

Python

• Numpy
• Scipy

C++

• Eigen3

D

• Lubeck

Julia

• Native julia

Nim

• Arraymancer

Candidates

• Rust
  • ndarray
  • nalgebra
• C++
  • Armadillo

Benchmark tool & command

Library	Purpose	Command
Hyperfine	Benchmark binaries (Nim, C++, Rust)	hyperfine -w 3 --export-markdown bench.md ${BINARY_FILE}
Criterion	Benchmark rust	cargo bench
BenchmarkTools	For julia benchmark	@benchmark
pytest-benchmark	For python benchmark	pytest --benchmark-only ${SOURCE_FILE.py} --benchmark-save=bench

Computations

Basic

• Summation

Linear Algebra

• Matrix Multiplication

IO

• Database

Numerical Computations

Machine Learning

Physics